Detection of power line insulator

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August undefined, 2024

WebJul 9, 2024 · In aerial images of power lines are used to test a method to detect insulators, based of the fusion of HOG and LBP features, reaching a correct detection of 89.1%. Zhao et al. in papers [ 14 , 15 , 16 ] documented an extensive study about the insulator detection and localization. WebJan 1, 2014 · An algorithm for detection of insulators based on local circular descriptor method has been introduced by [9] for deriving the main points and grouping them with k …

Detection of Power Line Insulator Defects Using Aerial …

WebThe main goal of video-based power line insulators diagnosis is the reduction of failure risk by: • controlling the construction of the power line (detection of assembling errors, … WebNov 5, 2024 · 3.3. Fault Detection Based on Regional Insulator. To detect fault insulators, the obtained image including insulator areas as shown in Figure 2 is multiplied with the original image, which is able to remove the complex background such as the pole and tower line in the original image. The result is simpler than the original image and it is … fish house peoria il hours

A light defect detection algorithm of power insulators from …

WebWith these strategies, the proposed model reduces the influence of background interference and becomes more discriminative to the insulator defects. Extensive experiments on … WebSep 23, 2024 · With the fault of power line insulators leading to transmission system failures, insulator detection systems based on overhead platforms have been widely used. Insulator targets or diagnostics are performed in the complex context of aerial images, which is an exciting but challenging problem ( Tao et al., 2024 ). WebOct 1, 2024 · The soft non-maximum suppression (Soft-NMS) is utilized to improve the performance of detection overlap insulator and ResNet 101 model is adopted to … can a tr8620 scan to a pdf file

Detection of Insulator Defects Based on YOLO V3 SpringerLink

An method for power lines insulator defect detection with …

WebMay 17, 2024 · Aerial images have complex backgrounds, small targets, and overlapping targets, resulting in low accuracy of intelligent detection of overhead line insulators. This paper proposes an improved algorithm for insulator breakage detection based on YOLOv5: The ECA-Net (Efficient Channel Attention Network) attention mechanism is … WebMar 1, 2024 · Detecting insulators on a power transmission line is of great importance for the safe operation of power systems. Aiming at the problem of the missed detection and misjudgment of the original feature extraction network VGG16 of a faster region-convolutional neural network (R-CNN) in the face of insulators of different sizes, in order … can a tps be damaged when tires are replacredWebMachine learning based on hand-crafted features from the original aerial insulator image has shown promising results in the insulator defect detection in recent years. Such methodologies, nevertheless, are not suitable for detecting insulator defect in complex backgrounds, which intrinsically relies on sufficient prior knowledge, low background … can a toyota tacoma tow a pontoon boat

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Detection of power line insulator

Antrix Joshi and Alis Ekmekci - Institute of Physics

WebWork Record : Feb - 2016 to Feb-2024 Position : Electrical Technician (Operation & Maintenance) Company : Federal Electricity and water … WebAutomatic Insulator Detection for Power Line Using Aerial Images Powered by Convolutional Neural Networks. The inspection and fault diagnosis of power transmission …

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WebNov 9, 2024 · Besides insulator detection, deep learning methods could be used to detect insulator defects, which could be divided into two types: two-stage and single-stage, regardless of the backbone used. ... Z., Xu, G., Qi, Y., Liu, N., Zhang, T.: Multi-patch deep features for power line insulator status classification from aerial images. In: … WebSep 30, 2024 · A robust insulator detection algorithm based on local features and spatial orders for aerial images. IEEE Geosci. Remote Sens. Lett. 12(5), 963–967 (2014) CrossRef Google Scholar Tao, X., Zhang, D., Wang, Z., et al.: Detection of power line insulator defects using aerial images analyzed with convolutional neural networks.

Web8 rows · Power lines insulator defect detection results in different scene. each column shows ... WebThe experiment results show that the proposed method for power lines insulator defect detection with Attention Feedback and Double Spatial Pyramid can achieve Precision of 98.9%, Recall of 99.5%, F1-score of 99.0%, and reaches mAP of 97.1%. In complex background images, the method not only can detect insulator defects, but also identify …

WebJul 29, 2024 · The reliability of the insulator has directly affected the stable operation of electric power system. The detection of defective insulators has always been an important issue in smart grid systems. However, the traditional transmission line detection method has low accuracy and poor real-time performance. We present an insulator defect …

WebUsing artificial intelligence technology to realize intelligent detection and monitoring of transmission lines is one of the key technologies in the construction of new power system. This paper introduces the target detection of transmission channel based on deep learning method. The deep learning method has the advantages of little influence of super …

WebSep 8, 2024 · Insulators play an important role in the operation of outdoor high-voltage transmission lines. However, insulators are installed in outdoor environments for long periods and thus failures are inevitable. It is necessary to conduct timely insulator inspection and maintenance. In this paper, an improved Yolov3 target detection network … fish house pensacola shrimp and gritsWebNov 1, 2024 · A dataset for power line inspection scenes, named RSIn-Dataset, using mainstream object detection methods to build a benchmark, providing reference for insulator detection and an improved YoloV4++ is proposed, to address the problem of detection inefficiency caused by large model parameters. Expand fish house pensacola reservationsWebFeb 2, 2024 · Accurate and timely detection of insulator flashover on power transmission lines is of paramount importance to power utilities. Most available solutions mainly focus … can a toyota tundra be flat towedWebApr 16, 2024 · Detection of Power Line Insulator Based on Enhanced YOLO Model Abstract: As a special insulation device, insulators play an important role in aerial … can a tpm chip go badWebOct 1, 2024 · The pipeline for detection of power line insulators using aerial images and a quadcopter is developed as shown in Fig. 3. The deep learning-based pipeline consists of four stages as in [19]. In the first stage, pre-processing of aerial images is carried; in second stage, mast detector detects masts from aerial images; in the third stage, model ... fish house peoria il reservationsWebMar 22, 2024 · Proper maintenance of the electricity infrastructure requires periodic condition inspections of power line insulators, which can be subjected to various damages such as burns or fractures. The article includes an introduction to the problem of insulator detection and a description of various currently used methods. Afterwards, the authors … fish house pensacola restaurantWebJun 10, 2024 · The electrical power lines, poles, and electrical discharge detection present s a starting point for the development of the completely automated inspection solution. … can a tracfone be reactivated